#Career
5 articles — newest first.
- 7 min read
AI Engineer Portfolio Examples: What Reviewers Verify
Four kinds of AI engineer portfolio pieces that let a reviewer verify production experience in minutes: a live grounded assistant, a product with a readable trust boundary, a measured result, and the operating model. With this site as the worked example and its failures included.
- 6 min read
MERN Stack Developer vs Full Stack Developer: What Changes
Every MERN developer is a full-stack developer, but not the other way round. What MongoDB, Express, React and Node fix in place, where the two titles diverge in real work, and which one to hire or become.
- 6 min read
How I Went From My First Dev Job to Building AI Systems
Five years, honestly told: an ASP.NET healthcare backend in 2021, full-stack MERN through the ChatGPT shift, nights of embeddings homework, and finally shipping five AI products solo. The journey, without the gloss.
- 6 min read
Hire My Head, Not My Hands
AI made hands abundant; heads stayed scarce. The closing argument of the Founder's Log series — the architectural judgment pattern across five shipped products, addressed to the person deciding whether to interview me.
- 6 min read
The AI-Native Portfolio: Landing Lead Roles
A portfolio that lists 'used ChatGPT' reads junior. One that demonstrates systems architecture — RAG, agents, guardrails, latency budgets — reads like the lead they're trying to hire. Here's how to build the second one.